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Paper Citation Record · LEDGER

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation

As of 8 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 0 inbound Pith citation observations for arXiv:2507.22668.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.22668 v1

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:30:50.490796Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

73 of 73 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved66
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 021f0117-2dcd-4466-8cad-bd8e1371f30a · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.585715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.149389Z digest=sha256:801a2d6e8c6c7f2da7e6f78a7155a0fefccc3cab6f55b92ddcc47ac39e876130

Observation baba8806-41fd-443d-938b-ca812a5ad995 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.563565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.250024Z digest=sha256:08055b0636def254d1dbcc5f35610a074637445a1419db8ee5a168de4fefa7ee

Observation 243cc1d4-220e-40f3-b267-799725a7d931 · outbound

This paper cites Behley, M.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Behley, M

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:52.546405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.322432Z digest=sha256:b2e1174247797c078757e5e89b82b859bb77f49fde6f39c7d92b5cf4d98eb849

Observation c46908c9-72b2-447b-b37c-d5b45ab2972d · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.510628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.460924Z digest=sha256:cfa8ff71d2824e6cf707c33eea9c6b4161e64fb1b0bbdc825ea297aada02bec5

Observation 10de3635-e91f-4670-9b60-272cc36c8086 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.490012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.588752Z digest=sha256:fffe9e9f52dfd756d8ac5bf18863f388c3af15d77dd1eccaedc25af840d515b2

Observation 50484bf8-17d9-4341-a804-631af07cb1e9 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.469800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.673659Z digest=sha256:d3cba965299e7563f37a67b28017362aabdf1872cc0608053417317fcbef7d35

Observation dc126fe6-dcf4-4a05-aa3a-f86222905276 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.452326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.752009Z digest=sha256:c9e1e8709683fce37b96ef702f2c9427e21d2747db3ea3e5b8153131c08c83c2

Observation 133a53a5-18cc-4776-93e2-e7bb40e189e0 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.434840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.839888Z digest=sha256:887a2fb07f2093dacf6beb282a2a7e1f2c2de2cf035bbe7cb88b4d839dacadbd

Observation 12d31f41-1266-41d4-ac59-7e8ab696dabf · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.417404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.916190Z digest=sha256:9e54552ce1c7cfd408faf24125fe3ec26b6d0437141e9281a10dff1a84693035

Observation ad309b53-dd68-49f7-8e33-2e7510142fa3 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.393603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.002949Z digest=sha256:9934d46bcd6f72d9d7c5e921e1295dee67fe3fffe0f583aa15d2a3eccbba0b01

Observation e50668f0-0c51-4f17-9be5-99d0ada31478 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:45.089705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:45.089705Z digest=sha256:2c27b5fc2a1ca783d15eed26f6e4329e39a096351c1f9c77b4da694c5f6cd2d3

Observation d4700309-e0e3-49bd-9e4d-2211251a23bc · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.342724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.311055Z digest=sha256:003e8a8f93344f8f8ec9d8cf7468cb8fc0e902b2b0576bd166e66b69e4531192

Observation f40a929d-3ebf-43e0-bd97-b411e346a6b7 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:45.385689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:45.385689Z digest=sha256:a55a856a4fafa5d01c0b779304a54e51507a2536c7fb72f55ce74e0e2ba4f9a7

Observation 52a78b50-2f0e-4b8f-8251-2ca8ffbc066b · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.312815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.428937Z digest=sha256:1b079f0d34974cb0b35fa9bc70eeb47854bd5587a5cc8496c1f719fbbf34dd2a

Observation 6c07cc88-ab59-4ca9-993c-cb09684e055a · outbound

This paper cites Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:45.517113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:45.517113Z digest=sha256:a59d791d18691abd4e36bc1ba2c07bc43c34ca85dd039c2c09b12918cf833ec0

Observation 93c19133-d865-402b-a24c-df4d5f5c770e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.293381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.583311Z digest=sha256:8f071ca6396d92964b3bbdddc854cb720b3e2efee001d6ccd63d8e2e7c4f5579

Observation 43b8e5e4-e977-4be3-8d49-abb4e7ed1f09 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.276828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.647186Z digest=sha256:79111c00581b44a68101c90ade6906d32a8d987e26db1def7dc527375cb9263b

Observation 1a51a2ff-ddcc-4f50-b0fa-e5686bc73d2a · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.256307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.768487Z digest=sha256:1b4062bbf86368e5fc1e5c8214ff802fda4716ff5b071d7cdb7448f4d5a09fa2

Observation cfb15a5f-9cfc-4ee6-8afa-14744199abeb · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.240365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.836057Z digest=sha256:67bfad2a21b94c6948ab26935355c720041979c13a6281606405ea5fea7f6dc4

Observation 56a91d8a-93cb-4a2a-9e01-c9617fe9acb5 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:45.926627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:45.926627Z digest=sha256:1671e155dcfacb6525765ecf74491e3ff3ce53ceacb2834e92ad50e8255fdbc1

Observation 8891aeeb-d2ea-44b0-8b5b-8374a02f4f88 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.201953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.996319Z digest=sha256:8c23ef9e15846aa0b313d67ecc1fcad305650ec15afd71f5604970978775c47c

Observation 121dabe1-2d03-4d13-a624-f5c6b9998756 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.173763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.059145Z digest=sha256:c3e0588af35f6451eee1c224b29d974fc3fcaaa72fee1c8c1414d2578f6e04ee

Observation 5cb23354-2fac-464d-929e-3240ef20203b · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.145950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.186253Z digest=sha256:5fa0918ae4c4180a3e8033fb78edb20dae6fcd62741797c6fc2de9f30daf7e3d

Observation ea1478a4-0acb-4b9b-8f27-36f6927264ef · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.125592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.247607Z digest=sha256:f97b8da6e6d424eeffcb7b2348036cac2981a9030808aba864d389b4492a6da2

Observation 4ec5fc27-1f99-42dc-a4dd-0d6020ea0a47 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.106349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.329861Z digest=sha256:3eb0193a29576ba7124d06cccd3b3c1117cee99374e64b98a113cb5a860c641b

Observation c3810e6e-859b-4cd7-8642-1384c0272fdf · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.088450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.394801Z digest=sha256:3ae92e7b2ac96e72c40c3cac805afd99f0ab265252ba5a2841125957f98fc7b8

Observation b3205483-c1e1-4c4e-a51d-ca9fec214dbc · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.069981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.487577Z digest=sha256:37e7eec25927a0e0522e5919ec534c18f67ec9aa3a635621793c6b4f900a66d1

Observation 71ec055a-5f88-4ceb-9f0d-fa2c7aee092a · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.053269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.602430Z digest=sha256:564732967ad19f945f2c6184b844047d58dba6504857b2b756171632d742aed4

Observation c7923dac-aff4-4ae9-94bf-3bd0bb66339e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.036323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.702653Z digest=sha256:9b9b47e41dac007d38f8b939c7b0b81a64bab4b5dff5a184946af7e8ee43a5c7

Observation ddb60172-802e-43f7-bb59-57668fcbeee5 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.019988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.758901Z digest=sha256:1d82af1ea98c110ff8671b278f1ee3252ad865e05a9936be3cb7011eac540b7f

Observation 9634526a-7005-4836-af4e-c5f3d27fe507 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.001086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.850460Z digest=sha256:da33de29fb4303ad582b20d965c554d06a9a84b5f881b1bc832ba7691f1cc45b

Observation b0aa17e4-9752-4947-bf6e-a917882491c1 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.982486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:46.933005Z digest=sha256:76602754f39425f4c6d75b6c85d024fe51145a980ffd1f453625a69c7debc633

Observation b047d3e3-9fbd-4c8a-8736-3fee2cca3d76 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.962985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.017506Z digest=sha256:86977474e5bcb8b86b547b376014758e2f2b550d575bcf65fd00c04250f6d3f3

Observation 0c600eb8-0936-4940-b770-a2bed3bc58d7 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.929718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.207226Z digest=sha256:a855927eb72ba4f53a06102fcc87e3e42c3f12cb2ad03e5669dd735e5346e040

Observation 9c9960ce-97f2-405f-a1af-2875ff79ddc4 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.912714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.278477Z digest=sha256:f2dd64453b42c90cba7c759eb673c70c1567d7b494883452fe047b0364c48ae1

Observation edc56919-87b0-48a4-b2d3-17d4a0b08538 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:47.331893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:47.331893Z digest=sha256:f2cd4d31ecd8668a104de22b9f42bf96d3b050356b7539818143edaa83a5148e

Observation 75a9359d-e856-4bbf-8328-ca10d9a09b6c · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.874598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.410893Z digest=sha256:bc13644b86a9e47740fa59348c34da738437351c8b9d27cac9db20fc663be639

Observation 3a179d20-bf52-467b-b697-8f4b7c8bcaf2 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.850950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.504066Z digest=sha256:976f8d39bd48660acdcf9d5d2a0cfa71048f09f3f019eb91c6e927419caa2cb6

Observation 27472f80-094a-445a-aaa2-d508f2f7fa51 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.832711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.568345Z digest=sha256:8d27b0d8c6f8f891510ac606f30015a0f8441f1870ed064b19aed210f887b900

Observation e5cabdd3-e776-4c3c-afb6-03a2ba26cf47 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.808310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.640051Z digest=sha256:241688741d99a77f9c134e38b7ebe40ba13e1d493e3bb183419cc630fe7ffdad

Observation 052790a3-f2a1-4e19-80df-1b33720354f9 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.789206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.690145Z digest=sha256:131d15acc206d54e85dd545a800f745bd6a6c9bdce8e16acfed8b83adedb72fa

Observation 69dd6427-f8e4-4d6c-8bdc-948ac2c451b9 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.768385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.751746Z digest=sha256:7c6e8e1f0d139848a403f6f9350ff5ca54e04483d67cac5a57141aa574a7d7f4

Observation 52605594-3913-4a06-a21a-4b8d3b128295 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:47.811145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:47.811145Z digest=sha256:aee2e6b71bb0681c60e1cf6c5f2f38ac829405a67ef032f47249dfce1082185f

Observation 3433bd9a-0e2b-4fa4-b658-871ccb7c301f · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.733849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.905820Z digest=sha256:43867a86dfc2b7950e6fdec0b998a22c92a1d1332af3c853269feff40d422a32

Observation 24ca0099-68d9-43ba-8b95-c006007865f2 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:47.972043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:47.972043Z digest=sha256:ab47dbd47ac7cd4b99ae008058666b90e8e3a3819a968954d654eeae9e4d5c69

Observation 167f5190-7c51-4569-bbef-fd085010896c · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.717458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.122059Z digest=sha256:93e773a1aba4cd97c601a8ba5791b423bc7b5e6971c8d18218ce96ea3139adfb

Observation 51890223-d184-41f2-8d48-34d907c5b286 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.698712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.213840Z digest=sha256:eabc7623f8371e5a2ac9ee72060a5cbfee31cba959894d261760c266adb6f8d1

Observation 8cd4f060-0441-4a0a-bf95-0c6d71fbf37e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.681558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.281956Z digest=sha256:266e8252cca4c319f66728fe4e8db1272cd5a2e81b0ee10945dd69d8782ed5b6

Observation f86cb538-f343-4705-9a17-3a0e78350e3e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.664215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.379763Z digest=sha256:31472d1d4b18e8848e05798c7f4adc957126d6c5c249f76e53b69ddb1b33e278

Observation c8afc0e9-2f81-4fc7-ae82-9e217f1428df · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.646352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.585146Z digest=sha256:dcdb43b721cc2bcb08c5e5fb1225b7731199d84f31eb40de5821787cd86b445b

Observation e68317b6-aa06-4255-ae05-b665fbc7ee6b · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.628507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.646091Z digest=sha256:2ed1b995719ab6d73eef8209fbd7be60098c8b0b6d36d5fbcf92c4915b76842c

Observation f0c4b93f-d8bc-4abe-bd9b-983bb54ffeac · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.611893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.736770Z digest=sha256:b52bde8797beca461d6696fddde3e308facb7e76c77767811bd82cb1ea4e44a4

Observation 292d5d7d-b150-4bc3-b2b0-73f8e38a6db7 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.591933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.836545Z digest=sha256:9b4e34402f565f5eabc4bb146aab02580e26ba4bdb9e55f1a2187dcc30420468

Observation 1325284c-bd00-47bf-b03c-f83cbded5344 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.554892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.016654Z digest=sha256:f1778e5875418248b60e976e33c211c25f66942e038465c6f29056745e51d2b8

Observation 14994981-7d91-404c-aadd-523af1779bb8 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.539368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.168021Z digest=sha256:9a98ba7f8a3c6c86be8cdddfc717d0921a0d701c1f08f096ad1a013fd89887bb

Observation fddb4032-7f57-421c-8092-4f328fad9379 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.521308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.216740Z digest=sha256:9bb02a1d0385a9037774ef2d13ffc28bdb9ac36dd6bd052a8d0d65fbf17c0173

Observation aefaed1e-6fa2-4704-aeae-768d49d1f574 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.503448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.334764Z digest=sha256:c5ec8c259648f55b6b4fa0d1d30af198207e1d0d4cd06bdec99398a1135728cb

Observation 89617a7d-e893-471c-b4e5-f4507340bea8 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.484692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.532342Z digest=sha256:de98111c736bc7ad82118f46332c78d50c1e94fc6eb64f602ee193f2e851e57c

Observation a4d18cae-2dc6-4f4f-a422-c8ad3b1d0206 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.464393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.667935Z digest=sha256:53ea7b1a39c5e4ac8b3aca28a9c000511f26303b9680527fffc14e14e0564723

Observation 685e73d4-d72a-4c5d-9fff-4121e9727049 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.447723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.734868Z digest=sha256:f1d26aafa19df7111a84e7fa1e9d44452e69c58681081f34108cd42dc287295a

Observation 24c02dc4-252e-4a47-a903-b4ddc2c4d36e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.432543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.815133Z digest=sha256:a624f11d6cd0909b3ece04aa40c572c056fa8727fd6bfddce16a4604c82ab737

Observation aef07fd5-a2fd-473e-bc54-b3e899583853 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.413296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:49.895357Z digest=sha256:e1c0f53a14dc83324ec05952b91b267be0f90c60eda50f5f9a631ecf11cb7361

Observation 801fc857-f31a-4b6d-a8b8-f82695d0c543 · outbound

This paper cites Cylinder3D: An Effective 3D Framework for Driving-scene LiDAR Semantic Segmentation.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Cylinder3D: An Effective 3D Framework for Driving-scene LiDAR Semantic Segmentation

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:49.973999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:49.973999Z digest=sha256:2f5198ec8f5042579833d33986a1d0427baa4eb66d08e2afeaaadb3d457790c0

Observation 69832df5-7b02-4247-927e-36ee3b8acde9 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.392191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:50.118214Z digest=sha256:3e6cadf3ee2e9cc79b06d7e91c53ea2cb99ae4c75c222e9757fe579af2108fe6

Observation 66088354-44a4-4ed9-a8ff-90ba8dc0f668 · outbound

This paper cites WMSC testing mIoU.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation WMSC testing mIoU

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:51.374465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:50.223650Z digest=sha256:4bd9cd3ab919d824bf2625c11e896b8d25cbfa2983d4fc3a3dab26285f88519d

Observation 7faf6941-9d3c-44cd-b62c-8144b364a413 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.357485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:50.335504Z digest=sha256:1c226589c98c09b4b1b12aeb58fd12697d5a79c9e8cedb9ac628f4303da03760

Observation 8687637d-23b1-4d8d-bab2-0a6e5e3bfd63 · outbound

This paper cites Once nodes are sampled, edges between all node pairs are activated based on the empirical relationship probability distribution obtained from the training set.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Once nodes are sampled, edges between all node pairs are activated based on the empirical relationship probability distribution obtained from the training set

Reference 72

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T11:30:51.301113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:50.417005Z digest=sha256:ba52305411be06a49cee4bbf13a4af50b8b4cd908f865f41cba56e1bfc368ebf

Observation fc7e2bc0-0881-4cf1-aaa3-a159f93e182f · outbound

This paper cites This angular difference is calculated using the dot product formula: cos(𝛼) = ®𝑛𝑝·®𝑛𝐺𝑇 |®𝑛𝑝|·|®𝑛𝐺𝑇| (18) and we enforce the constraint𝛼 <𝜃.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation This angular difference is calculated using the dot product formula: cos(𝛼) = ®𝑛𝑝·®𝑛𝐺𝑇 |®𝑛𝑝|·|®𝑛𝐺𝑇| (18) and we enforce the constraint𝛼 <𝜃

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:51.119788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:50.490796Z digest=sha256:c84158fea78cad2550c2af83b5277d7f5ed90a995659867330da1cbd8158bb90

Observation afe0a90f-77b0-40a2-955e-03ffa462cbd3 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 2019

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.529221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:44.397183Z digest=sha256:4e78e8566c46e41bbacc4307e07fa583472c3264c71d7d12c260ac228f9c8616

Observation e505d75d-ffed-456b-9736-d4d3b32f4fa9 · outbound

This paper cites In 2021 interna- tional conference on 3d vision (3dv).

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation In 2021 interna- tional conference on 3d vision (3dv)

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:51.946904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:47.121913Z digest=sha256:ac51c45d2e008ee0b4050771fa11a0ab3a95d9e7c892e62eff99a85e479a8054

Observation e8278f66-199f-4b39-ba19-23059ce6ef92 · outbound

This paper cites Advances in Neural Information Processing Systems 35 (2022), 11035–11048.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Advances in Neural Information Processing Systems 35 (2022), 11035–11048

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:51.575007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:48.935999Z digest=sha256:24540b2c03c265469c45cc492fd4a19a8b1ce14760551d13cfd8e907fe34972f

Observation 553eeaf7-66a6-4eac-be86-b042023f9a3b · outbound

This paper cites In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:52.362102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:30:45.182852Z digest=sha256:1c5e12c6ad920b0bc64bc4ec6e596ad4a2f96a71c6da5d5a2c9662f1a195bb37

Observation 3419aad8-57e4-4933-89cc-9e346c230d87 · outbound

This paper cites Sonata: Self-Supervised Learning of Reliable Point Representations.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Sonata: Self-Supervised Learning of Reliable Point Representations

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:48.510923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:48.510923Z digest=sha256:63e15e8ac778296b2fcab912bd5b2ce5ec341e744e03748e347cc7ba5a4efbaa

Pith citing papers

No inbound Pith citation observations are available.